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Bio572
Ch 8 Example
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Lab 1-Intro to R
Lab 2-Know your data
Lab 3-Deterministic functions
Lab 4-Stochastic distributions
Lab 5-Simulation & power
Lab 6-Likelihood
Lab 6.5-Likelihood
Lab 7-Bayesian analyses
Lab 8-StandardStats
Lab 9-Modeling variance
Logic and programming in R
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Probability lesson Feb 4
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EMD book
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Finding help
Logic and programming in R
plotting
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Working with data in R
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Lab 1-Intro to R
Lab 2-Know your data
Lab 3-Deterministic functions
Lab 4-Stochastic distributions
Lab 5-Simulation & power
Lab 6-Likelihood
Lab 6.5-Likelihood
Lab 7-Bayesian analyses
Lab 8-StandardStats
Lab 9-Modeling variance
Rmd files
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Science! or things like it
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Probability lesson Feb 4
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Some "rules" for plotting data
Use the
right graph type
to convey what you want... try multiple versions
should reflect the type of data you have and how they are related
e.g., don't connect points if they are not from the same "individuals"
distributions should be histograms or curves
almost never reasons for 3D or pie charts!
Think about what
information or quantity you want to plot
quantity? density? ratio?
In general, use the units common to the field, used in your text, or easiest to understand
Emphasize the right comparisons
(the ones you think are important)
between groups?
color or shape/symbol or facets
remember that we are better at comparing heights along a horizontal line, position vertically
among series? try separate graphs above and below (no double axes)
to the null expectation? Show your expectation (e.g., 1:1 line for before and after comparisons)
Note that we are better at vertical comparisons (e.g., the heights of lines in two side-by-side plots) than horizontal ones
Be careful with your axis scales... changing them changes your meaning
include zero (or not) depending on what you want to do
Note: always include zero with bar chart
log is often good for growth, wealth, processes
Be honest with your best-fit lines (they can illuminate and mislead)
Get rid of any extraneous junk that doesn't help make the comparison(s)
The graph should stand alone
axis labels should be clear and include units
legend labels should be obvious
label points when it helps make your point
Generally, titles are useless
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